{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "plt.rcParams['axes.labelpad'] = 15\n",
    "plt.rcParams.update({'font.size': 16})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the colors\n",
    "start_color = \"#0AA7D4\"\n",
    "middle_color = \"#3B0280\"\n",
    "end_color = \"#DD4040\"\n",
    "end_end_color = \"#CB0202\"\n",
    "\n",
    "num_colors = 10\n",
    "\n",
    "# Create the gradient list of colors\n",
    "gradient = mcolors.LinearSegmentedColormap.from_list(\"custom_gradient\", [start_color, middle_color, end_color, end_end_color], N=num_colors)\n",
    "gradient_colors = [mcolors.rgb2hex(gradient(i/num_colors)) for i in range(num_colors)]\n",
    "\n",
    "# Create a colormap\n",
    "nml_cmap = mcolors.LinearSegmentedColormap.from_list(\"custom_cmap\", gradient_colors)\n",
    "\n",
    "# Display the colormap\n",
    "plt.imshow([[0,1]], aspect='auto', cmap=nml_cmap)\n",
    "plt.gca().set_visible(False)\n",
    "plt.colorbar(cmap=nml_cmap, orientation=\"horizontal\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sharpe Ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  5 of 5 completed\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import yfinance as yf\n",
    "import numpy as np\n",
    "\n",
    "# Step 1: Download historical price data\n",
    "tickers = ['AAPL', 'GM', 'AAL', 'CCL', 'A']\n",
    "data = yf.download(tickers, start='2015-01-01', end='2019-12-31')['Adj Close']\n",
    "\n",
    "# Step 2: Calculate daily returns\n",
    "returns = data.pct_change().dropna()\n",
    "\n",
    "# Step 3: Calculate mean returns and covariance matrix\n",
    "mean_returns = returns.mean() * 252  # Annualize returns\n",
    "cov_matrix = returns.cov() * 252  # Annualize covariance\n",
    "\n",
    "# Step 4: Simulate random portfolios\n",
    "n_portfolios = 5000\n",
    "results = np.zeros((n_portfolios, 3))  # Columns: return, volatility, Sharpe ratio\n",
    "weights_record = []\n",
    "\n",
    "for i in range(n_portfolios):\n",
    "    weights = np.random.random(len(tickers))\n",
    "    weights /= np.sum(weights)  # Normalize weights to sum to 1\n",
    "    portfolio_return = np.sum(weights * mean_returns)\n",
    "    portfolio_volatility = np.sqrt(np.dot(weights.T, np.dot(cov_matrix, weights)))\n",
    "    sharpe_ratio = (portfolio_return - 0.01) / portfolio_volatility  # Assume risk-free rate of 3%\n",
    "    results[i] = [portfolio_return, portfolio_volatility, sharpe_ratio]\n",
    "    weights_record.append(weights)\n",
    "\n",
    "# Step 5: Plot the efficient frontier\n",
    "plt.figure(figsize=(10, 8))\n",
    "scatter = plt.scatter(results[:, 1], results[:, 0], c=results[:, 2], cmap=nml_cmap.reversed(), edgecolors='black', linewidths=0.3)\n",
    "plt.colorbar(scatter, label='Sharpe Ratio')\n",
    "plt.xlabel('Expected Volatility')\n",
    "plt.ylabel('Expected Return')\n",
    "# plt.title('Efficient Frontier for AAPL, GM, AAL, CCL, A')\n",
    "plt.tight_layout()\n",
    "plt.savefig('../book/figures/Sharpe_Ratio_Efficient_Frontier.png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Function to calculate Sharpe Ratio\n",
    "def sharpe_ratio(returns, risk_free_rate, volatility):\n",
    "    return (returns - risk_free_rate) / volatility\n",
    "\n",
    "# Data for different scenarios\n",
    "scenarios = [\n",
    "    {\"name\": \"Ponzi Scheme (After Collapse)\", \"return\": -0.20, \"volatility\": 0.40},  # Sharpe Ratio ~ -0.6\n",
    "    {\"name\": \"Ponzi Scheme (Before Collapse)\", \"return\": 0.12, \"volatility\": 0.04},  # Sharpe Ratio ~ 3.0\n",
    "    {\"name\": \"High Return, Low Volatility\", \"return\": 0.15, \"volatility\": 0.05},  # Sharpe Ratio ~ 2.0\n",
    "    {\"name\": \"Moderate Return, Moderate Volatility\", \"return\": 0.10, \"volatility\": 0.10},  # Sharpe Ratio ~ 1.0\n",
    "    {\"name\": \"High Return, High Volatility\", \"return\": 0.15, \"volatility\": 0.15},  # Sharpe Ratio ~ 1.0\n",
    "    {\"name\": \"Low Return, High Volatility\", \"return\": 0.02, \"volatility\": 0.15},  # Sharpe Ratio ~ 0.0\n",
    "]\n",
    "\n",
    "# Risk-free rate\n",
    "risk_free_rate = 0.03\n",
    "\n",
    "# Calculate Sharpe Ratios for each scenario\n",
    "sharpe_ratios = [sharpe_ratio(s[\"return\"], risk_free_rate, s[\"volatility\"]) for s in scenarios]\n",
    "\n",
    "# Create the plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.barh([s[\"name\"] for s in scenarios], sharpe_ratios, color=[end_end_color, start_color, start_color, middle_color, middle_color, end_end_color])\n",
    "\n",
    "# Add data labels\n",
    "for bar in bars:\n",
    "    width = bar.get_width()\n",
    "    plt.text(width + 0.05, bar.get_y() + bar.get_height()/2, f'{width:.2f}', va='center')\n",
    "\n",
    "plt.xlabel('Sharpe Ratio')\n",
    "# plt.title('Sharpe Ratio Across Different Scenarios')\n",
    "plt.xlim([-1, 4])\n",
    "plt.axvline(0, color='black', linewidth=0.8)\n",
    "plt.grid(True, axis='x', linestyle='--')\n",
    "\n",
    "# Display the plot\n",
    "plt.tight_layout()\n",
    "plt.savefig('../book/figures/Sharpe_Ratio_Different_Scenarios.png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MTBF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a plot for the Bathtub curve with color-coded periods\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Time segments\n",
    "time_burn_in = np.linspace(0, 10, 100)\n",
    "time_useful = np.linspace(10, 50, 300)\n",
    "time_wear_out = np.linspace(50, 70, 100)\n",
    "\n",
    "# Failure rate (lambda)\n",
    "failure_burn_in = np.logspace(1, 0, len(time_burn_in))  # Decreasing failure rate (burn-in)\n",
    "failure_useful = np.ones(len(time_useful))  # Constant failure rate (useful life)\n",
    "failure_wear_out = np.logspace(0, 1, len(time_wear_out))  # Increasing failure rate (wear-out)\n",
    "\n",
    "# Concatenate time and failure rates for full curve\n",
    "time = np.concatenate([time_burn_in, time_useful, time_wear_out])\n",
    "failure_rate = np.concatenate([failure_burn_in, failure_useful, failure_wear_out])\n",
    "\n",
    "# Plotting the same Bathtub curve as before\n",
    "plt.plot(time, failure_rate, label=\"Failure rate (λ)\", color='#1f77b4', linewidth=3, solid_capstyle='round')\n",
    "\n",
    "# Use fill_between to color code the different periods\n",
    "plt.fill_between(time, failure_rate, where=(time <= 10), color=start_color, label=\"Burn-in period\")\n",
    "plt.fill_between(time, failure_rate, where=((time > 10) & (time < 50)), color=middle_color, label=\"Useful life period\")\n",
    "plt.fill_between(time, failure_rate, where=(time >= 50), color=end_color, label=\"Wear-out period\")\n",
    "\n",
    "# Annotate key regions\n",
    "plt.axvline(10, color=\"black\", linestyle=\"--\")\n",
    "plt.axvline(50, color=\"black\", linestyle=\"--\")\n",
    "\n",
    "lambda_mtbf_pos = (30, 1)  # Position for the annotation\n",
    "\n",
    "# Adding the lambda = 1 / MTBF annotation\n",
    "plt.annotate(r'$\\lambda_{\\mathrm{useful\\ life}} = \\frac{1}{\\mathrm{MTBF}}$', \n",
    "             xy=lambda_mtbf_pos, xytext=(35, 2),\n",
    "             arrowprops=dict(facecolor='black', arrowstyle='->'),\n",
    "             fontsize=14)\n",
    "\n",
    "# Add labels, legend, and title\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Failure rate (λ)\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('../book/figures/Bathtub_plot_MTBF.png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nannymlPremium",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
